Maya bounced her leg as she refreshed the email inbox one last time. The notification had to arrive soon. She'd spent weeks perfecting her application, poring over every detail. The acceptance could change everything. The silence of the library hummed around her, a familiar background track to her intense focus. Her stomach tightened, a curious blend of nerves and… something else. She tapped the desk with her pen, a rapid staccato against the polished wood. Her gaze kept returning to the clock on the wall. Time was running out.

Emotion: hope

Cluster: Positive / Joy
PC1 (Valence): 3.59 Positive
PC2 (Disposition): -0.12

Role in Research

This story is one of 1,000 stories generated for the emotion hope. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 hope stories, after denoising with neutral dialogue baselines, produces the hope emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hope vector is projected through the unembedding matrix.

Promoted:
de1.065
la0.865
B0.465
🤩0.412
H0.407
Suppressed:
😞-0.459
C-0.451
-0.449
😣-0.443
S-0.442